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Viral Potential Calculator
Calculate viral probability score based on early metrics: likes, comments, shares
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Understanding Viral Metrics
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First 24 hours are critical - Videos that go viral usually show signs within the first day
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Like ratio of 5%+ is excellent - Most videos get 2-3% like ratio
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Shares are the strongest signal - High share rate (1%+) means content resonates
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Comment velocity matters - Active discussion signals engagement to algorithm
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Monitor hourly, not daily - Check metrics every few hours in first 24h to catch trends
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Virality can spike days later - Sometimes videos take off after algorithm testing period
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